The classroom door felt heavy, thick, and not at all the color she remembered. Margaret hesitated, hand hovering over the doorknob. Inside, the noise of children's laughter, something she would normally welcome, sounded strangely jarring. Mrs. Davies. The same one who had once corrected her grammar, scolded her for talking in class, and made her feel like a failure.

A deep thrumming began in her ears. She felt a compulsion to run, to disappear before the inevitable moment of recognition. But her son was inside. Waiting for her.

She took a deep breath, steeling herself. "Okay," she murmured to the empty hallway, her voice barely a whisper. She pushed the door open, the sight of the familiar name on the whiteboard hitting her like a physical blow. The room twisted, the colors becoming strangely vibrant and unreal.

Emotion: disoriented

Cluster: Surprise / Confusion
PC1 (Valence): -2.65 Negative
PC2 (Disposition): -1.34

Role in Research

This story is one of 1,000 stories generated for the emotion disoriented. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 disoriented stories, after denoising with neutral dialogue baselines, produces the disoriented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disoriented vector is projected through the unembedding matrix.

Promoted:
unfamiliar0.340
ness0.321
失去了0.316
не0.315
будто0.311
Suppressed:
B-0.474
la-0.419
K-0.409
de-0.309
brag-0.302